Custom LLM Automation For Startups
Design copilots, Retrieval-Augmented Generation workflows, agent experiences, vector-search knowledge systems, and internal AI automations that remove real operational bottlenecks.
AI product studio • Sri Lanka to global delivery
Build useful AI, web, and mobile products around one clear user problem.
Yapa Labs is a Sri Lanka-based product studio building focused SaaS tools, retrieval-backed AI workflows, and Flutter applications. We combine product scoping, interface design, engineering, and launch support in one engagement.
Web and mobile product deliveryRetrieval-backed AI workflowsFastAPI and Next.js engineeringFlutter application development
Studio focus
Custom LLM automation for startups
SaaS MVP development studio
AI-first Flutter development Sri Lanka
Product maintenance and launch support
Core value proposition
Custom LLM automation. SaaS MVP delivery.
AI
Delivery model
04
Core offers
02
Public products
LK
Base
Yapa Labs model
One studio.
Product strategy, interface design, engineering, and launch support organized around one testable user workflow.
What we build
LLM systems + SaaS + Flutter
Scalable AI infrastructure & product delivery
Ship AI systems, SaaS MVPs, and mobile products from one studio partner.
Yapa Labs brings product strategy, design, engineering, testing, and release support together so a team can move from a defined user problem to a maintainable first release.
SaaS MVP Development Studio
Launch SaaS MVPs, dashboards, portals, and conversion-focused web experiences with product strategy, interface design, FastAPI backends, and launch support in one engagement.
AI-First Flutter Development Sri Lanka
Build cross-platform mobile products with enterprise Flutter mobile engineering, API integrations, AI-assisted features, and delivery support from a Sri Lanka-based studio serving global teams.
Product Maintenance And Launch Support
Prepare releases, document operational limits, monitor production behavior, and improve the product after real users begin using it.
Public products
Inspect what is live, who it serves, and where its limits are.
Student planning product
Public productUniCompass
User need
Sri Lankan students often need to move between separate career, course, university, Z-score, and GPA resources when planning their next step.
Current capabilities
The public product combines career-first search, an AI-assisted coach, course discovery, university inquiries, Z-score estimation, GPA planning, CV review, and student guides.
Important limits
Its recommendations and calculators are planning aids. Students still need to verify admission rules, recognition, fees, and deadlines with the relevant university or official authority.
Sri Lankan fixed deposit intelligence app
RateHive
User need
People comparing Sri Lankan fixed deposit options often bounce between bank sites, outdated social posts, and manual notes, making it slow to find the best live rate for the amount and tenure they actually want.
Current capabilities
RateHive organizes published rates into tenure tables, amount-based calculations, bank pages, source links, and plain-language guides to payout and renewal terms.
Important limits
Rates can change after collection. Users should confirm the current rate, eligibility, taxes, and account terms with the bank before making a financial decision.
01
Define the decision
Identify the user, the decision or task the product must improve, and the evidence that will show whether the first release is useful.
02
Build the smallest complete flow
Deliver one end-to-end workflow with clear error states, privacy boundaries, and a maintainable foundation instead of a disconnected feature list.
03
Verify and improve
Test on real devices, document limitations, monitor production behavior, and use feedback to decide what should be built next.
Insights & Engineering
From the blog
Practical engineering notes for founders and product builders. Each article is dated and attributed to its author.
June 26, 20266 min read
A 30-Day SaaS MVP Planning Guide
A practical way to scope, build, and test a narrow SaaS minimum viable product without treating a 30-day target as a guarantee.
June 24, 20267 min read
RAG vs. Fine-Tuning: A Practical CTO Decision Guide for Startup LLM Integration
An engineering-focused comparison between Retrieval-Augmented Generation (RAG) and Fine-Tuning for custom LLM integration, helping you choose the right approach for your private data.
June 22, 20265 min read
When Flutter Fits an AI-Enabled Mobile Product
A balanced look at Flutter for API-driven and on-device AI features, including the trade-offs a product team should test.
Questions answered
What is Yapa Labs?+
Yapa Labs is a Sri Lanka-based product studio building focused SaaS tools, retrieval-backed AI workflows, and Flutter applications.
What services does Yapa Labs specialize in?+
Yapa Labs works on SaaS product development, retrieval-backed AI workflows, Flutter mobile engineering, testing, deployment, and post-launch maintenance.
How do you build a SaaS MVP with LLMs?+
Yapa Labs first defines the user decision and the evidence needed from a first release. If a model is useful, the design then separates source retrieval, model output, application permissions, evaluation, and user-visible limitations.
Can I hire Flutter AI developers in Sri Lanka through Yapa Labs?+
Yes. Yapa Labs operates from Sri Lanka and delivers AI-first Flutter engineering for cross-platform mobile products that need custom APIs, intelligent workflows, and scalable feature delivery.
Do you work with international startups and teams?+
Yes. The studio is based in Sri Lanka and serves worldwide clients who need a single partner for AI systems, SaaS MVP delivery, and mobile product execution.
Where can I inspect Yapa Labs products?+
The Products page documents the public capabilities and limitations of UniCompass and RateHive, with direct links to each live product.
How can I report incorrect product information?+
Email [email protected] with the affected page URL and a reliable source showing the correction. Product data can change, so reports about outdated rates, course details, and broken sources are welcome.
Contact
Build your next AI, web, or mobile product with Yapa Labs.
Share the kind of system you want to build, your target users, and what outcome the product should deliver.
Public products
Official brand links
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